{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2878e179",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T01:11:09.097815Z",
     "start_time": "2021-06-27T01:11:09.092757Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib as mat\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "import numpy as np\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7ad21773",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T01:07:41.238937Z",
     "start_time": "2021-06-27T01:07:40.691070Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "  \n",
    "x= np.linspace(0,5*np.pi, 1000)\n",
    "  \n",
    "y1 = np.sin(x)\n",
    "y2 = np.sin(2*x)\n",
    "  \n",
    "#plt.plot(x,y1)\n",
    "#plt.plot(x,y2)\n",
    "  \n",
    "plt.fill(x,y1,'b',alpha=0.5)\n",
    "plt.fill(x,y2,'r',alpha=0.3)\n",
    "  \n",
    "plt.fill_between(x,y1,y2,facecolor='green')\n",
    "plt.grid(True)\n",
    "  \n",
    "plt.show()\n",
    "  \n",
    "#########################################################\n",
    "plt.plot(x,y1,'b',alpha=0.5)\n",
    "plt.plot(x,y2,'r',alpha=0.3)\n",
    "#添加条件\n",
    "#如果数据点比较少的情况下，会有缝隙出现，使用interpolate可以填充缝隙\n",
    "plt.fill_between(x,y1,y2,where=y1>=y2,facecolor='green',interpolate=True)\n",
    "plt.fill_between(x,y1,y2,where=y2>y1,facecolor='yellow',interpolate=True)\n",
    "plt.grid(True)\n",
    "  \n",
    "plt.show()\n",
    "###########################################################\n",
    "  \n",
    "n = 256\n",
    "X = np.linspace(-np.pi, np.pi, n, endpoint=True)\n",
    "Y = np.sin(2 * X)\n",
    "  \n",
    "  \n",
    "plt.plot(X, Y + 1, color='blue', alpha=1.00)\n",
    "plt.fill_between(X, 1, Y + 1, color='blue', alpha=.25)\n",
    "  \n",
    "plt.plot(X, Y - 1, color='blue', alpha=1.00)\n",
    "plt.fill_between(X, -1, Y - 1, (Y - 1) > -1, color='blue', alpha=.25)\n",
    "plt.fill_between(X, -1, Y - 1, (Y - 1) < -1, color='red', alpha=.25)\n",
    "  \n",
    "plt.xlim(-np.pi, np.pi)\n",
    "plt.xticks(())\n",
    "plt.ylim(-2.5, 2.5)\n",
    "plt.yticks(())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e459ba0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T01:07:44.184768Z",
     "start_time": "2021-06-27T01:07:44.023543Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33e8ddb6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T01:20:37.742608Z",
     "start_time": "2021-06-27T01:20:37.733525Z"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "ffda4415",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T12:13:55.498229Z",
     "start_time": "2021-06-27T12:13:55.248335Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Gp = nx.petersen_graph()\n",
    "plt.subplot(1,2,1)\n",
    "nx.draw(Gp, with_labels=True, font_weight='bold')\n",
    "plt.subplot(122)\n",
    "tmp = edges.extend(newedge)\n",
    "#nx.draw_networkx(Gp,node_color=('r', 'k', 'm', 'b', 'r', 'k','m','b','b','r'))\n",
    "#nx.draw_shell(Gp, nlist=tmp)\n",
    "nx.draw(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "0b4cc498",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T12:24:16.849582Z",
     "start_time": "2021-06-27T12:24:16.549792Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 17), (2, 3), (2, 17), (2, 14), (2, 13), (2, 23), (3, 2), (3, 28), (4, 23), (4, 22), (4, 8), (5, 6), (5, 23), (5, 24), (6, 5), (6, 22), (6, 12), (6, 19), (7, 29), (7, 15), (7, 25), (7, 12), (8, 4), (8, 9), (8, 18), (9, 8), (10, 18), (11, 17), (12, 6), (12, 20), (12, 7), (12, 24), (13, 26), (13, 2), (14, 2), (15, 7), (16, 25), (16, 18), (17, 2), (17, 11), (17, 0), (18, 10), (18, 16), (18, 8), (18, 27), (19, 6), (20, 12), (21, 27), (21, 29), (22, 4), (22, 6), (23, 4), (23, 2), (23, 5), (24, 12), (24, 5), (25, 7), (25, 16), (26, 13), (26, 28), (27, 18), (27, 21), (28, 26), (28, 3), (29, 7), (29, 21)] [4, 1, 3, 4, 1, 3, 2, 2, 3, 3, 3, 1, 4, 3, 4, 3, 2, 4, 0, 0, 1, 0, 2, 2, 4, 3, 3, 1, 0] 66 29\n",
      "0 => blue; 1 => m; 2 => red; 3 => m; 4 => blue; 5 => red; 6 => m; 7 => gray; 8 => gray; 9 => m; 10 => m; 11 => m; 12 => red; 13 => blue; 14 => m; 15 => blue; 16 => m; 17 => gray; 18 => blue; 19 => green; 20 => green; 21 => red; 22 => green; 23 => gray; 24 => gray; 25 => blue; 26 => m; 27 => m; 28 => red; 29 => green; ====================\n",
      "0 => blue; 1 => red; 2 => m; 3 => blue; 4 => red; 5 => m; 6 => gray; 7 => gray; 8 => m; 9 => m; 10 => m; 11 => red; 12 => blue; 13 => m; 14 => blue; 15 => m; 16 => gray; 17 => blue; 18 => green; 19 => green; 20 => red; 21 => green; 22 => gray; 23 => gray; 24 => blue; 25 => m; 26 => m; 27 => red; 28 => green; ====================\n",
      "0 => blue; 1 => red; 2 => m; 3 => blue; 4 => red; 5 => m; 6 => gray; 7 => gray; 8 => m; 9 => m; 10 => m; 11 => red; 12 => blue; 13 => m; 14 => blue; 15 => m; 16 => gray; 17 => blue; 18 => green; 19 => green; 20 => red; 21 => green; 22 => gray; 23 => gray; 24 => blue; 25 => m; 26 => m; 27 => red; 28 => green; "
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def delta(idx, alist):\n",
    "    cnt = 0\n",
    "    for i in alist:\n",
    "        if idx >= i:\n",
    "            cnt += 1\n",
    "    return cnt\n",
    "\n",
    "def gett(alist, clrs_list):\n",
    "    \"\"\"转换成两两点对， 我们删去没有邻接点的节点\"\"\"\n",
    "    result = []\n",
    "    toberm = []\n",
    "\n",
    "    for index, linked in enumerate(alist):\n",
    "        if len(linked) != 0:\n",
    "            for node_index in linked:\n",
    "                result.append((index, node_index))\n",
    "        else:\n",
    "            toberm.append(index)\n",
    "    \"\"\"前面得到一个全部节点非空的列表， 以及那些空列表的index,现在去掉那些index对应的点的颜色\"\"\"\n",
    "    newlist = [value for idx,value in enumerate(clrs_list) if idx not in toberm]\n",
    "    return result, newlist\n",
    "\n",
    "colors = ('green', 'red', 'gray', 'm', 'blue')\n",
    "tmp = [[17], [], [3, 17, 14, 13, 23], [2, 28], [23, 22, 8], [6, 23, 24], [5, 22, 12, 19], [29, 15, 25, 12], [4, 9, 18], [8], [18], [17], [6, 20, 7, 24], [26, 2], [2], [7], [25, 18], [2, 11, 0], [10, 16, 8, 27], [6], [12], [27, 29], [4, 6], [4, 2, 5], [12, 5], [7, 16], [13, 28], [18, 21], [26, 3], [7, 21]]\n",
    "all_colors = [4, 3, 1, 3, 4, 1, 3, 2, 2, 3, 3, 3, 1, 4, 3, 4, 3, 2, 4, 0, 0, 1, 0, 2, 2, 4, 3, 3, 1, 0]\n",
    "\n",
    "gets, color_codes = gett(tmp, all_colors)\n",
    "print(gets, color_codes, len(gets), len(color_codes), end='\\n')\n",
    "\n",
    "G = nx.Graph()\n",
    "G.add_edges_from(gets)\n",
    "color_list = [colors[clr_code] for clr_code in color_codes]\n",
    "\n",
    "for idx, clr in enumerate(all_colors):\n",
    "    print(idx,\"=>\", colors[clr], end=\"; \")\n",
    "print(\"=\"*20, end='\\n')\n",
    "for idx, clr in enumerate(color_codes):\n",
    "    print(idx,\"=>\", colors[clr], end=\"; \")\n",
    "print(\"=\"*20, end='\\n')\n",
    "for idx, clr in enumerate(color_list):\n",
    "    print(idx, \"=>\", clr, end=\"; \")\n",
    "nx.draw_networkx(G, node_color=color_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "40aee9fb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T12:15:15.170125Z",
     "start_time": "2021-06-27T12:15:15.161300Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "idx=0, value=[1, 2, 3]\n",
      "(0, [1, 2, 3])\n",
      "idx=1, value=[2, 3, 4, 5]\n",
      "(1, [2, 3, 4, 5])\n",
      "idx=2, value=[1, 2]\n",
      "(2, [1, 2])\n"
     ]
    }
   ],
   "source": [
    "ttt = [[1,2,3], [2,3,4,5], [1,2]]\n",
    "\n",
    "pairs, colors = "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "8d3584d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T13:00:19.617080Z",
     "start_time": "2021-06-27T13:00:19.331193Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 12), (1, 9), (1, 18), (1, 14), (1, 12), (2, 18), (2, 13), (2, 10), (2, 7), (3, 8), (3, 18), (4, 6), (4, 13), (4, 11), (4, 15), (5, 13), (5, 12), (5, 11), (6, 4), (6, 17), (6, 12), (6, 8), (7, 16), (7, 2), (7, 8), (8, 3), (8, 7), (8, 6), (8, 10), (9, 1), (9, 12), (9, 6), (10, 2), (10, 8), (10, 18), (10, 11), (11, 8), (11, 5), (11, 4), (11, 10), (12, 0), (12, 5), (12, 6), (12, 9), (13, 2), (13, 4), (13, 5), (13, 16), (14, 1), (14, 13), (14, 16), (14, 11), (15, 12), (15, 2), (15, 4), (16, 7), (16, 13), (16, 14), (16, 17), (17, 6), (17, 16), (17, 1), (17, 2), (18, 1), (18, 2), (18, 3), (18, 10), (19, 18), (19, 6), (19, 2)] [4, 2, 4, 2, 1, 2, 2, 2, 1, 1, 3, 0, 3, 3, 1, 0, 4, 1, 1, 0] 70 20\n",
      "\n",
      "[(0, 12), (1, 9), (1, 18), (1, 14), (1, 12), (2, 18), (2, 13), (2, 10), (2, 7), (3, 8), (3, 18), (4, 6), (4, 13), (4, 11), (4, 15), (5, 13), (5, 12), (5, 11), (6, 4), (6, 17), (6, 12), (6, 8), (7, 16), (7, 2), (7, 8), (8, 3), (8, 7), (8, 6), (8, 10), (9, 1), (9, 12), (9, 6), (10, 2), (10, 8), (10, 18), (10, 11), (11, 8), (11, 5), (11, 4), (11, 10), (12, 0), (12, 5), (12, 6), (12, 9), (13, 2), (13, 4), (13, 5), (13, 16), (14, 1), (14, 13), (14, 16), (14, 11), (15, 12), (15, 2), (15, 4), (16, 7), (16, 13), (16, 14), (16, 17), (17, 6), (17, 16), (17, 1), (17, 2), (18, 1), (18, 2), (18, 3), (18, 10), (19, 18), (19, 6), (19, 2)] [4, 2, 4, 2, 1, 2, 2, 2, 1, 1, 3, 0, 3, 3, 1, 0, 4, 1, 1, 0] 70 20\n",
      "0 => blue; 1 => gray; 2 => blue; 3 => gray; 4 => red; 5 => gray; 6 => gray; 7 => gray; 8 => red; 9 => red; 10 => m; 11 => green; 12 => m; 13 => m; 14 => red; 15 => green; 16 => blue; 17 => red; 18 => red; 19 => green; ====================\n",
      "0 => blue; 1 => gray; 2 => blue; 3 => gray; 4 => red; 5 => gray; 6 => gray; 7 => gray; 8 => red; 9 => red; 10 => m; 11 => green; 12 => m; 13 => m; 14 => red; 15 => green; 16 => blue; 17 => red; 18 => red; 19 => green; "
     ]
    },
    {
     "data": {
      "image/png": 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bNCpQm99EpJXuG0613xam20DLbKWrDnlK6OLfcRo2GLMK5QEwlckYX70mA+s1eGNuU1/it8OfHwYsIlmVdXaW0syEEhWd+envGRQt9vZu0IiiSN++fZHJZKxfvz7b4hkbG8vq1atZtGgR9vb2TJw4EW9v7zQxxPlJF591BD6LyNDN9RLN8+eEr1iDPiGRYgP6YF7ZFYCiZmacHzYaeSFt6hYkUruetxilPPs3I5pnzwlbtgK7D7xSBRcgWaVizR8rGD9+PLNnz2bdunWcPHmSx48fF2p1tAu+AdkWXAB1koYnt5/yWcuZqBLe3roWgiCwevVq7t27x7fffpvt59nY2DBhwgSCgoL4+uuvWbFiBeXKlWPu3Lk8f555PYi8cjvyOfeiXgBgWbMGlu7VkVlaGBwbuWUHdl07IyjShj5qdDqOPriXr3a+DUjuhTecEtbWxCRnLTCaFy8I+20ZRdu1wbpe3TTnzCwsGNGnD/qwcB48eMDBgwd58OABDx48IDIyklKlSlG2bNk0j3LlylG2bFmKFy9uVL/tSxJiE/nW+3/ZFtyXaDU6Qu+Fs3Tyn0xaOtLodhUU5ubm7Ny5k4YNG+Lq6krfvn2z/Vy5XE63bt3o1q0bV69eZeHChVSqVAlvb28mTJhA9erVjW7vkXt30WTjCzrhcgCCQoFFtapEbn3tnEbDzts3aVO+otHte5uQRPcNZ3CtOsw6/g8JGg2iToeo14NeRNTr0Ws0CDIZurh4whYvw6ZZE2yaNk53DUdLK4Z06WrwNjYpKYlHjx6livCDBw/Yt29f6s9RUVGULl06jRC/+nB2ds6VKB9eezy1A8dj8S5PeUg8MThTmmpCPQBUYgKnOICc/1ZMZahM+SQ3/l53gpE/DcTC+u0NRXJ2dmb37t20bt2asmXL0qhRzv2d7u7urFy5ku+//55ly5bRrl073NzcmDhxIp06dTLaF2Z4fDy6LDqm6JOSeLH3AM6fjMhwzPOEBKPY8zYjie4bThfXysw8/g8A0b5HiD54OPVcwoVLFO3QFhDQRkYSdcCXqAO+qefL/jQXM5mcEXXrZeg3NDMzw9XVFVdXV4PnVSoVjx494v79+6lCvHv37tTfY2NjcXFxSbdCfvlwcnJKN7coimz+aRdJCSlptKaYU44qRBKO3kD7mxZ0R/Za+3JBJnBk3Qm6fdI+6zfxDcbd3Z01a9bQs2dPTp8+nZoQk1McHR355ptvmDZtGps3b2bmzJl8+umnjB8/nkGDBmFtbZ0nO7MSXICoA75Y1auDib1dhmP0ebLi3UAS3TccM4UJfau7s/5aALYd22Pb0bDI2HZsZ/C4KjGBwO07UVeumqsNF3NzcypXrkzlypUNnk9MTOThw4c8ePAgVYgvXbqUKtDx8fGUKVMmjRBb6myIef5feURHoSQAsWIUyWSveldSQjI7F+9/60UXoHPnzkybNo2uXbty6tSpPFWhUyqVDBgwgP79+3P69GkWLFjAjBkz+Pjjjxk7dizlypXL1XWdLC2RkbloJt25izY6mji/MwDo4uOJWLOOIq1bUrRNKwDszd/eOxNjIYnuW8CUxs248DSE6+FhOWqDaKZQML99Z5Z89TX169dnzZo11KpVy6i2WVhYULVqVapWrWrwfHx8fKoov3yc9jtPUrIeGXKDz3mdU+wHUcAORyrhjlJICRl7ERZtrJdRILxQv+Bx4hMSdSpMBBPslLaUsyyLIAiMHz+eW7du0adPH3bv3p3nVGdBEGjSpAlNmjTh4cOHLF68mHr16tG8eXMmTpxIs2bNshU1kZCQgK+vL0d9D6GrUAZBqczQzeU8ZiTiK37fp/MXYu/VDXO3lLRmSxMTOlQ0fEf1PiGFjL0lHD5+nKF7dmBZtgzJ+sxv0gRAVGv4vUs32ldxQxRF1q5dy5QpU/jkk0/48ssvCyzMyBB/rz/JwtHLUcWn3SC8K14nGVWqT1crakkkFiuKokHNbS6jRUsdoRkApuZK9iasL3D7c4Je1BMYe5P9oQcJigtCITNBFPUIgoBeFLGUW9CxeHuaOjTBRDShc+fOVK1alYULFxrdlvj4eNauXcvChQuxtLRk4sSJ9O7dG9PXSoA+e/aMvXv3snPnTo4ePUqDBg3w8vJik5mCJwnxRB04lMbNBVC0Q9t0d2GPZ32HQ58PU0PGLE2UXBg+GtM3oHZGfiNlpL3lPHjwgEaNGrFi1SpCnYqx4vIF4tVqEjWaNOPM5Ar0iLQtX4HIfQeRRcewbt261BVNSEgII0eO5MmTJ/my6s0uZ/de5PsBi0iMTdvK5nXRfZ1kMYmT7MWT7igEE/RyLUW7yahSpUqqC6Ry5coULVq0AF5F1sRq4vjx1nwikiNI1idnOE4pUyIgMKbiKMrgQqNGjRg3bhyffPJJvtil1+s5dOgQCxYs4OrVq4waNYqOHTty+vRpduzYwZUrV2jXrh1eXl506tQptfrZphvX+Pb4PzkuvASATodX2fL83MPbyK/mzUQS3beY2NhYmjRpwvDhwxk/fjyQUlv39ONHbLpxjdD4ONRaLUXNzGniUobe1apT1MycxMREPDw8mDZtGoMGDUq9niiK/PXXX0yePJnRo0fz1VdfFfiqN+LRMz6uMgFNUtovjZyKbqUG5WgxsS63b9/m1q1b3L59m9u3b2NlZZUqxK8KctmyZdOVzcwvYjWxTL8+i1hNHLpsOoWUggnDyg/FIdqOJk2asHbtWtq1M+yrzyuiKBIQEMAff/zBpk2bePHiBRUrVmTcuHEMHz7cYKZcslaL16b13It6gSaLu61XEQALQSD8fwv4dPQnTJkypcD+HwoLSXTfUnQ6Hd27d6dkyZIsXbo0x2mf165do1WrVvj5+aXbCHv69CkjR47k0aNHrFmzhtq1axvT9Cz5rNVMAo7dAFJuwUVE7hNIEiqqUhcBgTiiUKDEAqtU94KaZOoKLTC3MmP61s/waFczzXVFUSQkJCSNEL/8NyIiggoVKhgU5CJGLEGo1WuZfn0WYUnh2RbclyhlSj6vMoWnl0Po2bMnx44dw83NzTh2abWcOnWKnTt3snPnTmQyGT169MDLywtXV1dWrVrF4sWLqVixIhMnTqRr167pxDEyMZEem9cTkZCAOhtxuwJgKlcwtE5d7PTw5+zZJMfE8ueff2YYMfMuIInuW8pnn33GxYsX8fX1zXUthGXLlvH7779z9uzZdKuXV1e9o0aN4uuvvy6wVe+5A5eZ0/tnVPFJBIs3uM/NNOfLURVLrLnLddQko8AkdSPNVDDDzrkoPk+W5SgONSEhgTt37qQT5KCgIKytrdOI8Mufy5Qpk+NV2fkXF/jj3qpMXQqxj2LY3X8nZVqVpdmsFmnOVbZ25cuq01i7di0zZ87E39+fYsWK5ciGlyQmJnL48GF27tzJ3r17cXFxSRXaatWqpfsi12g0bN++nQULFhAeHs64ceMYMmRImi+l2OQkRu3dzZXwUDQ6ncFwMlEUEQQBAVDI5MiElH+1eh3ldCIX/1jJ1yNGMmbMmHxJvilsJNF9C1m1ahXff/89Z8+exd7ePtfXEUWRXr164ezszK+//mpwTGhoKCNHjuTBgwesWbOGOnXq5Hq+7KLX6xnhPpmQO6FoNTlbDZpamDJm0WA6DmltNFtero5fF+Tnz5+nWR2/KsgZhXbNuDGbBwkPMp3z8LiD6JJ1WBa3Sie6JoIJc2vMxtGsGF999RXHjx/n77//TrfhlRGRkZHs27ePHTt28M8//+Dh4YGXlxfdu3fHxcUlW9cA8Pf3Z+HChRw8eJABAwYwfvx4Klb8L5ssKPI5qy5fZPPVK5gplSjkchK1WvSiCKIIGdyZyQQBE0GG7PZtnAKDWL1qFWXKvFu94iTRfcs4ceIE3t7enDhxwihdBKKjo6lduza//PILXl5eBseIosiGDRv49NNPGTFiBF9//XW2/8hzy4uwKEbVnkJsZBw6bfZ8hKKgp8vIdkz8rWBSgBMSEggKCkonyLdv36ZIkSLp3BT2FR1YHr0SjajJ8Jr3fe/x6NgDipQrStyTuHSiqxAUtHJsSf8yfdDr9fTu3RszMzPWrl2boYvp4cOH7Nq1i507d3Lx4kVat25Njx496Ny5M3Z2GScrZIcnT57w22+/8ccff9CoUSMmTJhAq1atEAQBlUqFQ/HinLp+jcn/HCYkLjZbbgcAc4WCEklqrnz/I/PmzWPw4MHvTN1lSXTfIu7du0fjxo1Zt24dbdu2Ndp1z5w5g5eXF+fPn890tRMaGsqoUaO4d+8ea9asoW7duhmONQbPn75gSquZPH8aRVJ8xjUmZHIZJkoF5lVkxNhHsG/f3gItP/k6L1fHr/uNY0vGUWGwKybmhm1Tx6vZ9/Fu2i3pyJ3dtw2KLkBJ8xLMrTEbSHERtGjRAi8vL7766isg5Uvy+vXr7Ny5kx07dvD48WO6du2Kl5cXbdq0wcLCcDGavJCYmMj69etZsGABMpmMiRMnUq5cOaZNm0btGV9x8uGDHNXZhRTh7VGqDPtmzKJUqVIsX76c4sWLG932gkYS3beEmJgYGjduzCeffMKYMWOMfv0ffviBffv2cfTo0UyD70VRxMfHh0mTJjF8+HC++eabfF31qpM1nNx6lk0/7uRpcBiiCNpkTYrQmpqg0+po0asxPSd1oUy1UnTv3h1nZ+fUjspvEvtDD7L18fYMN9DOzT+LRTELqg9058oflzIUXRuZNbPKT6dIkSLI5XJCQ0Np0KABw4YNIyYmhp07d6LX6/Hy8qJHjx40bty4wHrHiaLIkSNHWLhwIcePH6dS/Xok9uiGWq/LsKWUOiyMZ39tRPs8pT60snQp7Ht2R+nsjLnChNODhjJ/3jyWLVvGokWL6N27d4G8lvxCEt23AK1WS9euXSlfvjxLlizJlzn0ej3t27enUaNG2SopGBYWxqhRowgODmb16tV4eBj8DBmV4IAH3Dh1m/joBEyUCmydi9Koa10si/xXBzg+Ph5PT0+6devG9OnT892mnOAbdoTNj7cadC+8CIrk5PTjdFnXHbmJPFPRVYWrODLoILGxsZiamqbeyouiiIuLC7Vq1aJcuXLY2dlha2tL0aJF0/z78mfzfE67bd++PeHVqhBTqiSCQp5hrV1dogq9SoXCzhZEkdiTp4g7c45Sn0/GwsSEGS1a8aFbdc6fP8/AgQNxd3dnyZIlODg45Kv9+YXUOeItYMqUKWi1WhYsWJBvc8hkMtatW0edOnVo2bIlLVu2zHS8s7MzO3bsYOPGjXTu3Jlhw4Yxffr0fF31VqhZlgo1y2Y6xsrKir1799KoUSPKlCmTJg65sCmqLIJckBsU3bCLYSSExrOt22YAtCoNol5k7/1ouqztnmass40TrVq1wtfXF3d3d1q1akWDBg24fPkyv/zyC40bN0YulxMVFcXNmzeJjo4mKiqKqKioND8LgpBOiF//OaNjNjY2WUYW3Lh9G+tuHRH+dStY1kzp/Zb8+DG66JjUcXILc+QWKV8Aol6PIJOh/bcGcKJGw7IL5/jQrTr16tXj0qVLfP3119SsWZOlS5fStWvXXP5vvJlIovsGsHz5cvbv38/Zs2fz3U/p7OzMmjVr+Oijj7h8+XKWoUiCINC3b19atmzJ6NGjqVu3LmvWrCmQVW9mODs7s3//fjw9PSlRooRR/d95wb1IDfQZlIVx7VGZcu3+Kzhz46/rxIfG03Ba2pKOmkQNoUdC6NKlC0uXLk2z2uvcuTPm5uasXbsWPz+/LKuHqVSqdEL88ufo6GhCQkK4fv16mmMvxyUmJmJjY5OhOMtkMuLlcqx12U+UePj51+iT1SCKFH0lbfh+dBR6UUQmCJibmzN//ny6d+/Oxx9/zI4dO1iwYEGeCgG9SUiiW8gcPXqUb775Bj8/v9R0y/ymXbt2DBgwgEGDBrF3795sxUk6Ozuzfft2Nm3aRJcuXRgyZAgzZszI9wiHzKhatSpbtmzB29ubI0eO4O7uXmi2vMRMbkYj+4YcjziRkhnwCgozBQqz//7kFBYK5KZyzGzTugCsrKxY/O1KlDLDX8Cffvopt27don///uzYsSPTOGJzc3PMzc0pUaJEjl+LVqslJiYmnVC/FOWzZ89S1MkRrVYD2fQnl/lhDvrkZOLPXUhxNfyLXCYjQa3G+pXPU/Pmzbl69SpTpkzB3d2dVatW0apVqxy/jjcNyadbiNy5c4emTZvi4+NT4B8mjUZDs2bN6NWrF59++mmOnhseHs7o0aO5ffs2q1evpn79+vlkZfbYuHEjU6ZM4cyZM5QqVapQbQkKCmL8jPEUG1McmTLnQf+CXqBt8db0L5N5Jwm1Wk2HDh2oXbs28+fPz625eeKzzz5D72DP30WtiFOn7QCSVcdqUa/n0VczKfXlFOTW1gjArTETMcngC+TQoUMMGzaMHj168MMPP+RLdIYxkXqkvYFER0fTtWtXvv3220L59jYxMcHHx4cffviBnH6xOjk5sW3bNqZPn063bt344osvSEoqvJ5lffr0Yfz48XTq1ImYmJisn5APJCUlMWvWLBo3bkz7+u3pWaYHSlnOsvtkyEgMT+TId4ezfD+VSiXbtm1j7969LF++PC+m55qzZ8/StHadHIeJASCKiBo12piUusoWJiYZCi6kbNhdvXqVqKgoatWqxZkzZ3JrdqEjiW4hoNVq6dWrF+3bt2fkyMLr81WuXDmWLFlCnz59iI2NzfoJryAIAr179yYgIICgoCDq1q3LuXPn8snSrPnss89o1qwZPXv2RK3OWd+1vPLStXH16lUuX77MkCFDSPSLJ9E/Hm1S9ipymQgKipkW45cW/yM+Ko7mzZvz+PHjTJ9ja2vL3r17+eabb/j777+N8VKyjVqt5sqVK7Rt3Bg3h//2BUSdDr1Gk6bWrqjToboVRPKTkJRjSUm82LkHmbkFJk6OCHqRlk5Zx+ba2tqybt06fvjhBz744AO++OILkpMzTrV+U5HcC4XAuHHjuHPnDnv37i2w2MrMGDlyJHFxcTlqB/4qoiiyZcsWxo8fz8cff8zMmTMNVqnKb3Q6HT169MDW1pY1a9bkewxvWFgYkydP5vTp08ycOZPExER27tzJmTNnUpMZinuW4FDsYZJ0SSQZqMWglCkRRZGG9vXpX6Yv5nJzRFHkxx9/ZOHChWzcuJHmzZtnasexY8fo3bs3x48fN0oGY3a4cOECQ4YM4erVqxwKvsNnvgdI0GgyrLWrdHYmav9BtNExCCYmmJYpjV2XTihLlkAuiiQsW4lbiZKMGzeOLl26ZFnvIiIigpEjR3L37l3Wrl1b4AWbskKK032D+O2331i8eDFnzpwxamWrvJCYmEj9+vWZPHkygwcPzvV1IiIiGDNmDNevX2fNmjU0aNDAiFZmj4SEBFq2bEmHDh1y1N48J+j1epYtW8ZXX32Fu7s78fHx3Lt3j86dO+Pl5UX79u2xsrL6b/wrhcwfJj4iWZeMQqbARmFDG6eWNHVogoUivY/y0KFDDBw4kK+//pqxY8dm+iWyevVqvvvuO/z9/fNUqyO7LF68mKtXr7J8+XK0ej0NVy7lhSp7rZZeRS7IqFO8OOu6fcCWLVtYtGgRERERjB07liFDhmS6uSyKIuvXr+fTTz9l3LhxfPHFF2/EIgYk0c13YpOT2HbzBjtuBRKlSkJEpIipGZ0qutKnujv2/zr9jxw5woABAzh16hQVKlQoZKvTcuPGDTw9PTlx4kSGrXeyy5YtWxg3bhyDBg1i1qxZBb7qjYiIoFGjRnz55ZcMHTrUaNfV6/X89ddffP7550RHR2Ntbc2HH36Il5cXLVq0yJdwv+DgYHr06EGdOnX4/fffM012mDZtGmfPnuXw4cP5Xi1uwIABtGrViiFDhgCw5sB+Zt24iqDM/nsgAEXNzNnfbyBOr3xJ+fv78+uvv7Jv3z569+7NuHHjqFatWobXefLkCUOHDiUqKoo///wzz59fYyCJbj4RHh/PD6dOcPBuEDJBSFdR30yuQESkRZly9C5Zmt7tO7BlyxZatEifgfQm8Mcff7B48WL8/f3zLJQvVyvXrl1j9erVNGzY0EhWZo/bt2/TokUL1qxZQ4cOHXJ9HbVazdGjR9m8eTObNm0iKSmJDh06MH36dOrVy7jLsjFJSEhgyJAhBAcHs3379gxrZ+j1enr27ImtrS0rV67MV9sqVqzI7t27cXNzY9euXSnp4suXsSz0MSqNhqx6BysEgaLm5mzs2ZvytoYL8oSFhbFs2TKWLl1KtWrVMnU9iKLI8uXL+frrr/niiy+YOHFioZaMlEQ3HwiKfE7fbZuJTU7Ksj21AIjJyQyysWPGyFEFY2AuEEWRPn36UKxYMRYvXmyUa7709X700UfMmjUr39NSX+XUqVP06NGDQ4cO5cjnFxsby4EDB9i5cycHDhzA2dmZ8PBwWrVqxdKlS3Nd2zYviKLI//73P37++Wd8fHzw9PQ0OC4hIYFmzZrRu3dvpk2bli+2RERE4OrqyosXL1izZg1fffUVe/bswcPDg6DI58w9eZyzISmbgK9XHDNXKNCLIh0ruvJFsxYUs7A0NEUa1Go1W7Zs4ddffyU8PDxT18O9e/f4+OOPEQSB1atXU758eeO86Bwiia6RCYmNpYvPWmJyuHNqYWLCtl79qGz/5uaTx8TEpMZ+9ujRwyjXfPbsGWPHjiUgIIDVq1fTqFGjTMeLYjIkHUBUXwR9FAjmIC+FYN4DQZH9erAA27ZtY8KECZw+fTrT6mphYWHs3r2bnTt34ufnR7NmzWjatClHjx7lyZMn/P7772/EHcrhw4cZMGAAX375JePHjze4mg0JCaFBgwYsWrSIDz74wOg27Nmzh0WLFtGmTRuWLl3KoUOH0nWBCIuPY/3VAHzv3SUuORmZIGBrbk7PqtX4oGo1bHKZVJMd14NOp2PhwoV8//33zJkzhxEjRhR4YSRJdI1M941/EfgsIssV7usIQAlrG058POyNq471KmfPnqVbt26cP3/eqMWlt27dyrhx4+jfvz+zZ89Ot+oVdaGICStBtfXfA682rlQAcjCpjmA1EsHUM9vz/vLLL6xYsYJTp06laVoZFBSU2rrm5s2bdOzYES8vL1q3bs2KFSv46aefmDx5MpMnTy7U7smvc//+fXr06IG7uzvLli0zePdw8eJFOnTowMGDB41envPLL7/k6NGjxMXFcejQIUqWLGnU62eHV10Pbm5ujB8/Pp3r4ebNmwwcOBB7e3tWrlyZLTs1Gh2hETHEJSSjNJFjW9QCB1urLJ/3OpLoGpFbz5/xweYNJBnoiKoOCydy63aSH4cgt7LErluX1AIgL7EwMWF5Fy8al87Ziq2g+fHHH9m1axfHjx836o7ws2fPGDduHJcvX2b16tU0btwYAFF9ATFqBIhJQBaxrYI5mHkh2ExHELLXSmfixIkEBAQwZ84c9u/fz44dO4iOjsbLywsvLy88PT1RKpX4+fkxatQoSpcuzZIlSwrt9jQrEhMTGTZsGLdu3WLHjh0Gvxx37NjB+PHjOXv2rNGEUaPR4OLigq2tLX5+fnkukJ5X1Go1W7duZdGiRYSHhzNmzBiGDh2a6nrQaDT88MMP/Prrr/z888/079/f4IIn/HksOw5cYYfvFfR6EZlMABHUWh3lSzvQv0d9mteviEKRvc+bJLpGZMrhg+y8FZhulSvqdDz5/idsmjTCpkUzku4GE/7HKkpO+RQTx7Q+wGYuZfnTq2dBmp1j9Ho9HTt2pF69esyZM8fo19+2bRtjx46lf//+zJnxIcqEEUBOQo7Mwaw9QpF5md41qNVqjh8/zvbt21mzZg1KpZLRo0fTo0cP6tWrl7rZEhkZybRp0zh48CALFiygZ8+eb/TdCKT4eX/55Rd+/PFHNmzYYDCzcd68eWzatImTJ09iaZm1/zQzEhIS+PDDD/H19eX+/fuULl06T9czNufOnePXX39l79696VwPly9fZuDAgbi6uvL777/j6OgIgFan53/LDuN7IhCRlJWuISzMTJDLZcyd5kXtalm/bikN2EjoRZE9QbcMuhU04RHoYmKx8WyOIJNh7loJ03LliD9/Md3Ys08eEZtceGmz2UEmk7F27VpWrVrFP//8Y/Tr9+zZk2vXrvEi8hFJ4R+RM8ElZXzSIcTEzenOxMfHs3XrVgYMGICzszPffPMNZcuW5cyZM7i5uSGTyWjQoAEymQxRFFmzZg3VqlXD0tKSwMBAvL2933jBhZSswE8//ZQNGzbQr18/fv75Z15fRE2dOpVatWoxYMAA9Dlom/46L168oG3btigUCsqXL//GCS5A/fr1WbduHTdv3qR48eK0bduW1q1bs2vXLtzd3blw4QKVKlWiZs2a7NixA61Wx6ffbuHwyZuoNboMBRcgMUlDXEIyn83Zxslzd/NkpyS6OSAuOTndhzpTRBF1aFi6w0q5nOeJiQae8Gbh5OTE2rVrGThwIBEREUa/voODAysWd8bCQGubJauiqd/+EeZl7jJ4Qvr3MAUVJCxBFEXCw8NZsWIFXbp0oUSJEqxYsYKmTZty/fp1zp49y7Rp06hVqxa7d+9my5YtLFu2jJs3b+Lp6cmSJUvYt28fCxcufCvLB7Zq1YqzZ8+ybt06BgwYQOIrny1BEFi6dCkvXrzgiy++yNX1nzx5QrNmzWjcuDGdO3fOciO0sHF2dmbGjBk8ePCAoUOH8v3331OxYkV+/fVXpk2bxrZt25g6dSqd+03nRtBTktXZS9UGSFZrmbVgL4F3QnNt35uRvvGWkKzTIpfJ0BhYMZg4OSK3tiLmn2MU8WyO6s5dkoLvYV4pfRJEQnw8Xby8sFIlYWFhgbm5ORYWFmkeuT1mYmJi1FVamzZtGDhwIB9//HG2y0BmF1EUIWElCnn6gt/FnRR8OdEO32OJqJIyXqGpk58zZVQD1m0KokOHDgwYMID169dnmO1XrFgxtm/fTqNGjZDL5cydO5dRo0bluM36m0bZsmU5deoUI0aMoEmTJmzfvp1y5VJq9yqVSrZv307Dhg2pXLlyakJDdrh9+zbt27dnzJgxTJkyhaFDhxZ4zHVuUSqV9OvXj379+qW6HsqXL0/v3r356ZflzF99nqdBJwh/eIHE2FCKlapFJY//qqLptGoeXNvL85AARL0eyyLFqdHiE5KStfz8xxFW/PhRruySfLo5QKXR4L701wyjFtQhT4ncthN1aBimLqWQWVohKBQU69crzTgzuZxf6zfBWhRJTExMfahUqjS/5+aYXq83qohbWFigUCgYNmwY3bp1Y9KkSVhYWKBUKvMs7qL6PGLU8NeiFNLyzQ/PeRKqZfVCZ4Pn9Xp4HlcN27Ibs1Xb9+DBg4wZM4by5ctz8eJFfH19C70guzERRZFFixbx/fff89dff9GmTZvUc7du3aJFixZs2rQpwzjfVzl//jzdunVj7ty5qenh1apV46+//nrjah1kl7CwMJYvX862w/exLlaVyKc3QBCIDr+NXqdJI7pB5zcginrK1/RCobQgIfopVrYppUNNlQpW/vQRZUsZTrmW2vUYCTOFgmIWloQlxBs8ryxZguLjP0n9/ekvv2JVP/37rtfqKFusGBXKljW6jRqNJlWAsyvYiYmJREdHZzo2NjaW7777jgULFpCcnIxGo8mzsLuVv0ntilqyuSFsEJkMHO3ikGUhuCEhIUyaNIlLly7x22+/0b59e3bu3Em3bt04depU6qrwTeBRyAsiIuNQa7RYWphSrrQDNlbZyxAUBIEJEyZQs2ZN+vbtmxryJggCVapUYcOGDfTp04eTJ09SqVKlDK9z+PBh+vfvz4oVK+jWrRuQUo704cOH1KhRI8Pnvek4Ozvz6eRpHAv8DbVGh33JlNcSH/UEtSo6dVxiXAQvQgPx6Pg1CpOU9/6l4AJotTo2773I1FHtcmyDJLo5QBAEhtXxYP4Zv3Qpv5Cy0lU4FgNRJM7vNLrYWKwb1EszRg44RTyngYcHFSpUwNvbm549exotNMnExAQTE5N88U1u3bqVadOmcfnyZSwsLHIs7iqVirCwsNTfUT2gZnl1ypuSFzJZKet0OpYsWcK3337L6NGj+fPPP1PjWr28vHj8+DEdO3bk9OnThRr+lJys4e9Tt/lr5zkinseikMsREQEBjUZLs/qV6NvNgyoVDa/4X8fT0xN/f3969OjBhQsXWLlyJZaWlrRu3ZrZs2fTpUsXzpw5Y/A1b9q0ifHjx7Nt2zaaNWuWevz8+fPUrVv3jSkqk1uu3Q7BRCFHncnGWfyLR5ha2PLopi/PHl1EaWZD6aptcSiZ0p1Epxc5dSE4V/O/3e9eIeDtVo2fTp80eC7+wkXizpxD1Okwq1AO509GIrz2AVXI5Wz4/AscZ37LsWPH2Lp1Kw0bNqR06dKpAvx6ds+bgre3N3///TcjR45kw4YNWFtbZ9mjKzPExM2Isd+R88iFtDx+8pwJI7woX7586qNChQo8f/6c8ePHY2Njg5+fn8Gyh+PGjePhw4d0796dw4cPF0pJykvXHvHFvJ3oRRFV0kv/dtov9aNnbnPqwl2qVHBm3hc9sLTI2pXi4uKSGnfcuHFjduzYQfny5Rk+fDi3bt3C29ubQ4cOpSnUs2TJEr7//nsOHz6crv3R2bNn3xp/bmbExSehz2JDPFkVQ2JsGPYlalCv0zfERT4k8PQqLKydsLBxAiBRlbu6zZJPNxfMOXEMn+sBBle7mWGmUNC2fEUWduic5rhWq8XPz48tW7awfft2HB0dUwXYzc3NmKbnGZVKRf369Zk0aVKONmQMIarPIUaNBDEhwzFZ+XRFIC6pFn9f7M29e/e4d+8et2/f5tKlS8TExGBra0v16tWpUKFCGlEuX748jo6OCIKAXq+nT58+CIKAj49PgRZK8TsfzIyf92R7B11pIsfJwYbl8/pjbZm9LwhRFFm8eDFz5sxh3bp1tGvXLrX2sJOTU2rniZkzZ7JhwwZ8fX0Nuls6derE8OHDjZYebixUKhUvXrwgMjIyw39f/VktFMO+fJtUtwHAwxsHUauiU326IXdO8PD6fhp1/w5BlnIrFnh6FUUdK1GiYsrq38Jcie9f4w3aJPl0jcwXTZsTHBWJf8gTg5lphjCVy3G1d+DHNu3TnVMoFHh6euLp6cmiRYs4ffo027Zto127dtjY2PDhhx/i7e1N9erVCz1+1NzcnE2bNtGiRQsaNWqUtzJ6Jh4gWBoUXa1WRKsV0elAp4OkJD0KhYBCkfb1C4IFRYpPoGfPJoiiyObNm9m9eze9evVizpw5qFSqVDEODg5mz549qb8nJSWlCrCLiwv79u1LfV7ZsmXzfdV7+144M3/JvuACqDU6wp7HMnn2Nn7/ri9yedZfEIIgMG7cONzd3enbty8TJkxg6tSpbNiwgaZNm/K///2P+/fvc/bsWfz8/HByckp3DVEU8ff3Z+XKlTl6jTlBo9FkSzRf/1en02Fvb4+9vT12dnZp/nVwcMDV1TXNsScRan5edZJEVfqomZdYFjHUySLtZ8/KMnf1I6SVbi7R6HRMPXII3+C7JGkzL2VnYWJCvRIl+b1zN8wU2a83qtfrOXfuHFu3bmXr1q2Ympri7e2Nt7c3tWrVKlQBXrlyJQsXLsTf3z9PlcP08asgfiGvuxhm/S+Sb+e/SHNs+mQ7Znz22m6xzBGh2AmCg+8xZswYQkNDWbp0aWp6cWbExMRw//79VBEODAxk8+bNmJubExsbS7FixdKtjl+umF+ukvPCuOmbuHzjMaHBpwyGLUU8ukTw5W2vPENEr9NQs+UEihUvx7efdqVR3ZztBTx+/JiePXtStmxZVq1aRVhYGDVq1KBSpUr4+fml7gUkJWvwOx9M2LMYkpO1JCbEsnjBd9wMOJmSIpsJOp2O6OjoLMXydUFVqVTY2tpmKKCv//vyZwsLixz9XySrtXQZvARVkgZRr0MU9Ty6eRi1KoaKdbwRBBkicPnwTzi61KVU5VbERT3ixqmV1Gw5HgtrR0xM5PTuUpdRAwx39ZDSgPMJURS5FPaUPy5e4PjD+8hlMrR6PaIIJjIZOlFP/ZKlGFG3Ho1LueTpj1QURS5evMjWrVvZsmULkJLV5e3tXWB1XV+3p2/fvtjZ2fHbb7/l/jr6GMRnnpm6GDJEMEdnNol5vz5hwYIFTJs2jYkTJ+apmPi9e/do2rQpS5YsoU6dOqmC/PojMTExnSC/fJQtWzbLL6LQiBj6j1+FWqMjMuRahmFLrxL+8DxPbh2hTrvPEQSBWm6lWDzb8NjMSEpK4pNPPsHf358iRYpgamrKjRs38PX1xd6xDFv2XWT/0RvIBIFktQadXkRARNRrsbAwpVJJAVvTWGJjDAtpbGwsRYoUyVIsX//XxsamwD7Hi1YfZfvBy9y7epDHt9K2FypdpS0ubu1IjA3j7qUtJMSEYmphSxm3DqnRDkoTORuXDMPR3vCehiS6BUBkYiInHj4gKkmFXhQpamZGk9JlKJ6HjaaMEEWRgICAVAFOSkpKFeCGDRsWmE8yJiaGOnXq8OOPP9KzZ+5rSYjqC4gvhgA5SY02IyKmOp7dL1K5chUWLVpktIpo58+fp1OnTuzduzfDlkOxsbHcv3+f4ODgdIL86NEjHBwcMhRlJycnlvx5jK0HLqPV/pf48bpf8XWunVhKkWLlcamaEqakNJHz18LBlHAqmunrEUWRhISENCvLe/fu8fnnnxMXF0fnzp2Jjo7m7hM1ZWp0A4RUP6YhBPTI5dCyppLyLvbpBLVIkSJvfLJJSFg0H01cnWkEQ0YIgkDdGi4smPFhZmMk0X1XEUWRGzdupLogoqKiUgW4SZMm+f7hP3fuHF27duXcuXN5Ej0x+Sxi9CgQk4HM/xD0mHH6gjUfj3/CL78sonv37rmeNyP27NnDiBEj8PPzy3FrJZ1OR0hISBohflWcExMTcW85Cblp0TTPy0x0kxKjuHjwe+q2/xwzy5QwL6WJjFYe9jgVUWfp+1QoFKniaGlpydWrV3F1daVq1ars3r2bJm0/Ih4XxBzE75mbmfDbnL5UKueYo/fnTWGFjx8b91wgKTlnG+KWFkpW/TSQks5FMxwjie57xM2bN9m2bRtbt24lLCyMDz74AG9vb5o3b55v8ZX/+9//2L59O8ePH8/Trb2ofYSY8AeodpFSFuS/+FuNVkQuNyUy2o6ps4JxLN2XGTNmpmkAaWx+//13fvnlF06fPo2Dg/EKz8fGxtJ33J/ExKctgp+Z6D6+eZjoZ3ep0Xz0fwdFHZbiQ0rbq7P0gb7cFLx27RodO3Zk2rRpjBs3DoBDRy/y7aLDCLKcfz5srMzYuGRYtpM33iREUeSnZYfxPXGTpOSMN9VeIghgbqZk4cwPqVox85bxkui+p9y5cydVgB89eoSXlxfe3t60bNnSqE0U9Xo9nTt3pk6dOnz33Xd5vp6oT0RU7QHNhX87R1iwfdc5lq99RpzKkaVLl1KzZk0jWJ41n3/+OSdPnuTIkSNGaTUUHR1NUFAQ0xf5Ea9KW1MiM9G9eGgepSq3wqnsf8k2SqWCsYNa8EGH7KXknjp1ig8++IAFCxbQt2/f1OOjv9zAtdtPM9zQ0+u1BJ3bQHz0E5ITo6jebBRFiqWs/k2VCob1aULf7vUMzvmmI4oim/ZeZOXGUwCvxEn/h1wmoFDIcSlhy6zJXXEpkXUSjVTa8T2lUqVKfP7551y4cAF/f39cXV2ZPn06xYsXZ8iQIezfvx+1OncB3q8ik8n4888/WbNmDUeOHMnz9QSZBTLL3siK/oTKdCHT5poyZHwgMQkOnDp1qsAEF2Du3LmUKVOGjz76CJ0ue/4/lUrF9evX2b59Oz/88ANDhgyhadOmODo6Urp0aUaPHk1yUly2bYiNvI86KSZ1E+clCrkM2yLpW7cbYu/evXh5ebF27do0gvskNIrb98IBUrKuqrTGqUx6AbVxKIerR19MTNPuUSSrtWzccwG9PmddVN4UBEGgT1cP9q4eQ9/ObmhUkQgCmCjkyGUCShM5bZtXZen3/Vg9f1C2BDcrpDjd94Ry5crx2Wef8dlnn/Ho0SO2b9/O3LlzGTBgAF26dMHb25t27drlOjbV0dExtQzkpUuXKOZYjGsxNzgQepD7CQ9Q69XIBTlWJla0LNYcT8cWFDExXAnsJbt372bcuHG0aNGCQ4cO0atXrwKP0pDJZKxevZr27dszZcoUfv75ZyAloeXhw4cEBQWle4SHh1O+fHlcXV2pVKkSjRo1YtCgQbi6uuLs7IwgCOw8dIUlfx5Hlfxf2FLKIyUsTBBkqZtZEQ8vYl+yRppgfgCdTk+DWlnXjFi7di1Tp041uDG47cDlVMHMqA6BTKZITQgQhPTrtESVmovXHlGvpvFaOxU0pkoFUaFXqe0SxZIl35GgUqM0kWOqVBj9MyeJ7nuIi4sLEydOZOLEiYSEhLBjxw5+/vlnBg4cSKdOnfD29qZDhw5YWGRvFfWS1q1b8/HHHzPy51GU7l0WtT6ZJP1/fku9qCdKHcWep/vZ83QfNYrUYEi5QVibpF09PXr0iPHjx3Pz5k1Wr15Nq1atEEURrVbLgwcPCqw4jSiKhIaGEhQURPfu3ZkzZw6+vr6pdhQvXjxVWCtXrkzXrl1xdXXFxcUlS/95u+Zu/PrnMQAe3/o7TdjSs8eXUsOW9DoNz0MCqNJgYJrny2UCbZtVxcI8895t8+fPZ9GiRRw9etRgIsuNoKdodbkvbg4p3RbuPox4q0UXUirQjR07Frlclq8+akl033NKlizJ2LFjGTt2LGFhYezcuZPffvuNwYMH0759e7y9venUqVO2NqxEUaT6cHcePX5KrDY2w3EaMcVvFhB9lW+uz+Qrty8oZuqARqNh4cKF/PDDD0yYMIFNmzallmsUBIHmzZtz4sQJo4tuVFSUwRXrnTt3sLKyShXW4cOHs3z5cqZPn86oUaPylLFmYa6kXbOqHDh2Axe3dri4Ga5WJZOb0LDr7HTHFQo5vbpk3HBSFEWmTZvG3r178fPzy7DTQ3xi3t1LWp2e+IScdcZ+04iPj+fs2bNs37493+eSRFciFWdnZ0aNGsWoUaN49uwZu3btYtWqVQwfPpzWrVvj7e1Nly5dMqxgti/0AP88P4bMNHtbBTp0RGtimHvzB7qpOjNx1EScnJw4e/YsFStWTDf+pegOGjQox68tMTGRu3fvGhTW5ORkXF1dUx/du3dPFdrXi6H36tWL9u3bU79+/WxlvWXG6AHN8b/ygOcv4nPkEzUzVfBh57qUdzEcUaHVahk+fDg3b97k5MmT2NsbrvkKYKbMuwTIZAJmpsbbmC0Mjh07hoeHR54KOGUXSXQlDFKsWDGGDRvGsGHDePHiBbt378bHx4dRo0bh6emJt7c33bp1S21pHp4Uwc6Q3amr2OwiIvJCFcXcYz/wxRdf0Lt37wx9aM2bN2fBggUZXkuj0fDgwQODwvrs2bNUP6urqyvNmjVj6NChuLq65iilt06dOqxdu5YPPvggy5q0WWFjbc6S2X0Y/ZUP0bGJaRIlMsLMVEH7FtUY0a+pwfMqlYrevXujVqv5+++/s2xGWdK5KHceRJCTLlTpbFIqcCr29rU5epWDBw/SsWPHAplLEl2JLLGzs+Pjjz/m448/JiYmhr1797J161bGjRtHkyZN8Pb2Rt8kxWebEfd973F15WUSwhIwszenyTfNcKr9b+UwOZRpU5ZutbtlKn7VqlXj+fPnXLhwgdjY2DSiGhQUxMOHDylRokSqsFarVo0ePXrg6upK6dKljZYo0rFjR2bPnp1ah/dlZ9ncUNyxCGvmD+T7JYc4H/AAnU6PzsCq18JciVwmY1jfxvTsWMfgtaKjo+natSsuLi6sXr0apTJzfy9Ajw61OHv5fpo6BIY29PQ6LfxbYUSv16ack6VsMulFaF4//Z3J24Ioihw4cIAdO3YUyHxSnK5EromLi2P//v1s3bkV5ShzFAYaTAI89Q/hzFw/ms9piUO1YqiepyQ9WDj+twozlSnxLtWTds4p7WUiIyPTiWpQUBDXr1/H2toad3f3NC4BV1dXypcvn62WPcbi66+/5siRI/zzzz853nQ0xPOoeEZO/J7o5KLo9HK0Oj2mSgXlXRwY0KM+TepVRJFBVbHQ0FDat29Py5Yt+eWXX7KdCi6KIj1HLiciMo5Hgb4Z1iG4cHAuyYlRac7Vbf8Fljb2dGtTk8kj2vC2cufOHTw9PXny5InRIhWk5AiJfOVKVAC/By8nSW+4dsKBYXup2M2VSt2yKM7+XCRo9k2CgoLQ6XTpRNXV1ZUDBw7w9OlTlixZkg+vJGeIosigQYOIjY1l27ZtRllJV65cmU2bNlGrVi1EUcyWCNy5c4f27dszbNgwvvjiixwLx46DV1iy9liO02EhJdRq9fyBRolfLSx+/fVXrly5YtSylVI9XYl8JUYbix7DrgW9Tk/kzeeUalaaHT23oEvWUbpFGeqOq4fCLO3HT1lEyf/+9z8qVapEsWLFDIqHTqfLc/F0YyEIAitWrKBjx45MnDiRRYsW5Wml9PDhQ6KiolI7NmTnWpcuXaJLly58++23DBs2LFfzdm9XE/8r9zkf8DBHtX3NTBWMH9zyrRZcgAMHDqQ23iwIpIw0iTyjEzPO1Ep6kYReq+fRPw9ov6wzXf7y4kVQJNdWX0k3VmluSpMmTTLd2KpduzYPHz4kMjLSWObniZftzY8dO5aaOJFbDh8+TNu2bbPtGvjnn3/o0KEDS5YsybXgQkr0wbeTu1LPvQymJtlbrZsqFYzs34xubQsuOzA/UKlU+Pn50bZt2wKbUxJdiTxjITdHlsFHSW6a8kdcpZcbFg4WmBU1w61vdZ6cfpJurLk867hXhUJB48aN8fPzy5vRRqRIkSLs37+fBQsWpNY6zg2+vr7Z/uPftm0bffr0YfPmzUZpn6M0UTB3mhcmmjuYmYiYm5nw+veeQi5DaSKnmmtxfvzyAz7snHGc8NvCiRMncHd3T43CKQgk94JEnqlkVSnD1a6pjWnKhtmrf8AGFrEyZFSzqZat+V7G6+ZHScfcUrp0afbu3Uvbtm0pXrw4TZsaDunKCJ1Ox99//80vv/yS5dhly5Yxa9YsDh06RO3a2St2kx1OnjzBrYv7CQwM5Fbwc7YfvMytu08ID39GlcoVqVrJGe9Odd56d8KrHDx4kA4dOhTonNJKVyLP2JvaUck645Chil0qcWvzTVQvVCTHJnPT5walmqTNkJILcto7Z2+V91J03zRq1qzJX3/9hbe3N7dv387Rcy9dukTx4sUpWbJkhmNEUWTOnDn8+OOPnDhxwqiCq9PpmDRpEj/88AMWFhbUqeHCnCndGdajApZJZ/lj3gA+HdbmnRJcKNj43JdIK10Jo9CpeAeC4++RrE+fDuo+tBZJMUns/HAbcqWcsm3K4T44rS/QLNGM4maGO/6+Tr169bh58yZxcXEFkkGUE9q1a8f3339Px44dOXPmjMEmj4bIyrWg1+uZOHEiJ06cwM/Pj+LFM6/nmlPWrl2LmZkZvXv3TnNcq9W+8V0gcsuDBw948eKFUb+8soO00pUwCtVs3ChtUQqFkP57XKaQ0XBqY/r+PYBeB/pSf3JD5Kb/jVOg4NKilBY5jx49ynIuU1NTPDw8OH36tFFfg7EYPHgwAwcOpEuXLiQkZK/32+HDh2nXznD9BbVaTf/+/QkICODYsWNGF9y4uDi++uorFixYkG4DU6fT5Vvx+8Lm4MGDtG/fvsDaW71EEl0JoyATZEx2nYi9qb1B4c0IpUzJsPKDOb7xGE2bNqVOnTr89ttv6PWZp8S+qS6Gl8yYMYPq1avTp08ftNq0YVh3X0Sy/OJ5vjt5jO9OHmPhqZNcefKY5s3Td5aNj4+na9euqFQqDh48mC8bPvPmzaNVq1bUr18/3TmtVvvOiu6BAwcK3J8LUnKEhJFR6VT8ErSIBwkPSNapDW6aAZjKTAGRMRVHU7Ooe+rxwMBAhg4diomJCStWrMDV1XBCxZEjR5g1axYnT57Mh1dhHDQaDZ07d6ZixYos+vVXfO8Fs+ziOe68iESn16P594tFBohaLVWcizOybj06VnTFRC7n+fPndO7cmerVq7Ns2bJ8Eb+HDx9Sp04drly5YrAS2aZNm9i2bRubN282+tyFiVqtplixYgQHBxu1FdNLpM4REgWGudycL6pMZVqVKSTdSESml2EuN8dcboa53BxTmSkOSnt6l/ZmYe2f0wgugJubG35+fvTs2ZPGjRvz448/plspAjRq1IjLly+jUqkK6qXlGBMTE7Zu3Yqfvz8tFv3M1CMHuRYRTpJWmyq4AHpAVCi4+fwZX/5zmN7bNhEYHEyzZs1o1aoVK1asyLfV5ueff87YsWMzLP34rroXTp06RZUqVfJFcLPi3Xs3JQodQRCwSrDk0KcHuP3wNi+EKBK0iZjITLBVFqW0ealMs63kcjkTJkyga9eujBgxgs2bN7Ny5co0bXosLS2pXr06/v7+eHp6FsCryh2mFhaUmDCG28+fIWiyrsCWqNFwIzyczmtXMmr4MKZ9OjnfbDtz5gwnT55kxYoVGY55V90LheVaAGmlK5FPbNmyhS5duuBUxImqNlXwsKtDzaI1cLEone1U2fLly3P48GFGjx5NmzZt+Oabb0hO/i864k336wJ8fuQQj+LiEHIgXBpRj4m9PXcr5az1e07Q6/VMmjSJuXPnZlr+8V2NXiiM+NyXSKIrkS/4+PjQr1+/PF9HEASGDh1KQEAAV69epU6dOpw9exZ480U3PD6eA8F3SNKldY+IWi3PNmzm0cw5PJj6FSE//kxi4M00Y7SA36MHPIqJzhfbfHx80Ol0DBgwINNx76J74cmTJ4SEhBjcOCwIJNGVMDr3798nKCjIqPnsJUqUYOfOnUyfPh0vLy8+/fRTatWqhb+/v1E6GucH668FGDwu6nQobItQfNwnlPlhNradOhCx5i80kS/SjNOLIn8GXDa6XYmJiXzxxRfZKgH5LroXDh06RNu2bQttBS+JroTR2bhxI97e3piYGLeFiyAI9O7dm+vXrxMeHk6LFi1wdHTk0qVLRp3HGOhFkXVXL6M20LZdZmqKbcf2mNjbIchkWFR3Q2Fnh/px2noUGr2ezTeuGbxGXpg/fz4NGzbMVqryu+heKIwstFeRRFfC6GzYsMEoroWMcHBwYP369SxcuJCIiAgmTJhATExMvs2XG+KSk0nUZK9Moi42Du2zZ5gUT5+RpxdFnidmL8EiO4SEhLBgwQLmzZuXPdveMfeCVqvlyJEjGSaiFASS6EoYlWvXrhETE0OTJk3yfa4uXbqwePFiwsLCqF69Onv27Mn3ObNLnDoZRTYynUSdjoh1G7Cq74HSKX3bH7kgI96I7pOvvvqKESNGZLuj8rvmXjh79ixly5Y1elZfTpBEV8Ko+Pj40Ldv3wJLrezQoQMxMTGsXr2aSZMm0a9fP549e1Ygc2eGhYkJukx6xgGIej3P1vkgyOXYexsuz6jV6zAz0u39hQsXOHToEF988UW2n/OuuRcOHDhQqK4FkERXwoiIosiGDRvo27dvgc3p5OSEs7MzDg4OXL16leLFi1OjRg18fHzILNsyvyliaoYso3Q8Ut6r5z6b0cXF4ThkEEIGwpaUnEyNihVp2bIlU6dOZcuWLTx48CDHr00URSZNmsTs2bOxscl+5953zb1QmKFiL5FEV8JonDlzBgsLizRJDAVBixYtOHHiBBYWFsyfP59du3bx3Xff0b17d0JCQgrUFr1ez7Fjxxg9ahQx585DBjUkIjdvQxMegdOIIciUhjccZYJAV7fqBN+6zbRp07C2tmbdunU0atQIJycnOnfuzMyZM9m3bx8RERGZ2rVt2zbi4uJy3JbmXXIvhIeHExwcTKNGjQrVjnfj3ZR4I3i5gWasjqrZpXnz5uzYsYPx48cD0KBBAy5evMjcuXOpVasWc+fOZdiwYflmlyiKXLp0iQ0bNrBp0yYcHBzo168fPp06MurEPyS9lsasefGCuNNnERQKHn09K/W4Q29vrDz+a69uKpczrI4HDg4OdOjQIXWFJooiISEhnD9/nvPnz7NgwQLOnz9PkSJFqFevXuqjbt26FClShKSkJKZMmcLKlStz7CrQarVGj0IpLA4dOkTr1q0L/fVIoithFLRaLVu2bCmUcovNmzdn0qRJabrnmpqaMmvWLHr27MmQIUPYuHEjf/zxB+XLlzfavLdv38bHxwcfHx+0Wi39+vXD19cXNze31DHVbl4nICwU7SvuABM7O8ot/F+m15YBZYvaUsMxfT1eQRAoVaoUpUqVSm3Vo9fruXv3bqoQf/PNNwQEBFC6dGnMzc2xtrbGwsKCpKQkzMyybov0Ep1Oh7m5ebbHv8m8Ca4FkNwLEkbi77//ply5clSokH+pqxlRunRpLC0tDXZrcHd35+zZs3To0IH69euzYMECdHmIe33y5Anz58/Hw8MDT09PoqOjWbt2LXfv3mX27NlpBBfgt87dUIopm2bZRQB0iSo+tiuW7efIZDJcXV3p378/CxYs4NSpU0RHR7NkyRLu3LmDm5sbo0ePxs7Ojjp16jBy5EhWrFhBQECAwYJCL3lX3As6nQ5fX19JdCXeHQp6A+11MksJVigUTJkyhdOnT7N9+3aaNm1KYGBgtq/94sULli9fjqenJ+7u7gQGBjJv3jyePHnCggULaNCgQYauiwNbtxG9bAWOFhYos3Frr5DJcLCw4Pva9RgzcBBbt27Ntp3prqVQsHHjRoYPH87GjRu5fPkykZGRLFmyhGrVqnH8+HF69+5N0aJFadq0KZMmTWLDhg3cuXMndaPuXYleuHDhAs7OzhlWUytI3v6vMIlCR6VSsXv3bn744YdCs6F58+YcPXqUESNGZDjG1dWVY8eOsWzZMpo3b86ECRP4/PPPDfr4EhIS2L17Nxs2bODEiRO0b9+eiRMn0rFjR0xNTbNl06ZNm/j888/5559/cC5bhqUXzrH+2lVAJOG1imMW/9rQy60Gn9RrgIOFBVV8fencuTORkZGMHDky+2/Gv1y9epVdu3Zx69at1GPm5uY0atQozWZSTEwMFy9e5Pz582zbto3PP/+cuLg4PDw8iI6Oxt3dnZCQkEz7t73pvCmuBSDFKZ/Ro27duqKERFZs2bJFbNOmTaHaEBQUJJYqVUrU6/XZGv/w4UOxQ4cOoru7u3jhwgVRFEUxOTlZ3LNnj9i3b1+xSJEiYocOHcS1a9eKMTExObZn+/btopOTk3j16tU0x5M0GnHXrUBx6K7totfGv8TuG/8SB+/aJm4LvC4maTTprnP37l2xfPny4uzZs7P92kRRFPV6vdi6dWtx8eLFObZdFEUxLCxM3LNnj+jh4SG6ubmJDg4OYvHixcVu3bqJs2fPFg8ePCg+f/48V9fOb3Q6vXjnfoR44epD8dyV++LNO6FigwaNxCNHjhSYDcAFMQNdlTpHSOSZDz74gK5du+Y4HMmYiKJIiRIlOH36dLazrURRZO3atUyaNAkXFxceP35M1apV6devHx9++CHFimXfp/oq+/fvZ/DgwRw4cIA6depk/YQsCA0NpUOHDnh6emarSA3A7t27+eKLLwgICMiTT3bkyJHUrl2bkSNH8vDhQ86fP8+5c+c4f/48ly5dolixYmkiJurUqYOVlVWu58sLsXEq9v5znU27L5CYpP73fRLR60Xi4+Pp270hvbp44OxYJN9tyaxzhCS6EnkiOjqaMmXK8OjRI4oUyf8Pc2b07t2bTp06MWjQoEzHiaLI5cuXU0O8rK2tUSgUJCQksGbNGpo1a5ZrG44cOUK/fv3YvXs3DRs2zPV1Xic6Oppu3bpRunRpVq9ejVKpzHCsWq2mevXqLFq0KM+31MOGDaNhw4YMGzYs3TmdTsft27dTIybOnz/P9evXKV++fBohdnd3z9ReY7DLN4CFq48iAMlqwxuDJgo5ggBd27gzYUgrZLL8C22U2vVI5Bvbt2+ndevWhS64kHV93aCgIGbNmkXVqlXx9vbGzMyMgwcPEhgYyNWrV/npp5/o06cPY8eOJS4uLsfznzhxgr59+7Jt2zajCi5A0aJFOXToEHFxcXTv3j3TLsNLliyhQoUKRvFhZha9IJfLcXNzY9CgQSxevBh/f3+ioqJYs2YN9erV4/z58wwePJiiRYtSv359xowZw5o1awgMDMxTBMnrrNlymkVrjqJWazMUXACNVodao2PfP9f46qdd6PWFk7Eoia5EnsjvimI5wZDohoSE8PPPP1OvXj2aN2/Oixcv+PPPPwkODmbOnDlUq1YtdewHH3zA9evXSUhIoEaNGhw6dCjbc585cwZvb282btyYp5VyZpibm7N9+3acnJxo06YNL168SDcmMjKSuXPnMn/+fKPMmdPoBaVSSd26dRk9ejSrVq3i2rVrREREMH/+fCpUqMChQ4fo1q0btra2eHp6MmXKFDZv3sz9+/dzlbZ96Hgg63acIzk5exXdAJKStZwPeMDiP4/meD5jILkXJHJNaGgobm5uPH369I0IoNfr9Tg4OHDy5ElOnz6Nj48PV65cwcvLi379+uHp6Zlt/6avry8jRozA09OTn3/+GTs7uwzHXrx4kY4dO/Lnn38WSDEVURSZOnUq+/fv59ChQ5QqVSr13Lhx4xBFkcWLFxtlrr59+9KtWzejhwO+ePGCCxcupPqHz58/j0ajwcPDg3r16lG/fn3q1auHk1P65JCXaHV6ug35jdj4pDTHz+z6Ks3vep2G4uUbU76WV5rjShM5m38bjoOd8X3QmbkXpJAxiVyzefNmunfv/kYIbkJCAnv27EGpVFKvXj06d+7MuHHj6NixY44ysF7Srl07rl+/zpdffkn16tX59ddf6dmzZ7pxV69epXPnzvzxxx8FVr1KEAR++uknHB0dadq0KYcOHaJy5coEBgayceNGbt68mfVFskl+JUfY2dnRrl27NHVtX01tXrRoERcuXMDKyiqNf9jDwyPVlXX6QjBaXfqkk0bdv0v9WadN5ty+b7Ev5Z5uHMCOg1cY3i/rYu7GRBJdiVyzYcMGZs+eXWjzazQafH192bBhA/v27aNhw4a0bNkSKysr/vjjjzxf38rKikWLFtGrVy+GDRuGj48Pixcvxtk5pdj4zZs36dChA4sWLaJ79+55ni+nTJkyBQcHBzw9PdmzZw/Tp0/nyy+/NGpb8YJMjihZsiQlS5bEy8sLSFnRBwcHpwrxjBkzuHLlCiVLlqRevXrEKmqTqMrcJREZcg0TUyts7NNHtKg1OrYdvMzgXo1QKAouAUQSXYlccffuXR48eECrVq0KdF69Xo+fnx8bNmxg27ZtuLq60q9fP3755RccHR05f/48Q4YMMeqcTZs25cqVK8yaNQt3d3d++uknGjVqRNu2bfnxxx/p1auXUefLCYMHD8bOzo42bdpgZWXFzp07jXr9wiztKAgCFStWpGLFiqnuDa1WS2BgIOfOnWPNgSjIpHwmQMSjCzi61M0wY1Cn0/M4NIpypY33RZUVkuhK5IqNGzfSq1evAvmDFEWRK1eusGHDBjZu3IitrS39+vXj/PnzlC1bNs3Y2rVr8/DhQyIjI7G3tzeaDWZmZnz//fd8+OGHDBgwgPv37zNz5swsu+kWBJ07d8bW1pYXL16we/duvL29jXbtN632gkKhwN3dnUquVVh36Fd0mUQgJCVGEfPsHhXrZPylKJPJiEtIzg9TM+TNeTcl3hpEUWT9+vWsWrUqX+e5c+dOahWv5ORk+vbty4EDB6hevXqGz1EoFDRu3Bg/P798ueUvVqwYKpWKNm3a8NNPP2Ftbc2oUaMKrFOGIZYvX0758uXZvn07Xbp0yXXasCHe1NoLcrmMrCK+nj26iI1DOcwsM94EBRF5Af/fSaIrkWMCAgJISkoyeiwqwNOnT9m0aRM+Pj48evSIXr16sXr16kyLyrzOy9AxY4tuaGgorVu3ZuzYsUyePJnAwECGDh3Kxo0bWbFiBa6urkadLztER0cza9YsfH19qVmzJidOnKBdu3Y8e/aMr776Ks81hN+kzhGiKHL37l3Onj2Lv78/el1pBFnGXwgRjy5SyrVlptfUavXYFinYjeA3492UeCNRxas48tdJ/PddJOZ5HAoTOfYl7XisCaZv375GKwoeFRXFtm3b8PHx4fLly3Tv3p3vvvuOli1b5uoP/mV9XWPy7Nkz2rRpw6BBg5g8eTIAbm5u+Pn5sXjxYho3bsyUKVOYPHlygYrU7Nmz6d69e2q3jgoVKuDn50eHDh2IiIhgwYIFeVqFF6Z74cWLF5w7dw5/f3/Onj3LuXPnsLKyokGDBjRs2BDRxpZrd14YTHKIjXyAWhWDfUnDUQsvcbS3pngBpAW/ihSnK5GOiMfPWT9nG3+vP4EgCCS95vPSCTqK2NnQ+zMvPpjQCaVZzlM8ExMT2bNnDz4+Phw9epS2bdvSr18/OnXqlKsQr1dJTk7G3t6e0NBQrK2t83QtSPnjb9WqFV27ds0wWuP+/fsMHz6c6OhoVq5cWSAti+7cuUOjRo24ceNGunjWnKQNZ0aTJk2YN28eTZvmb1iVWq3m6tWr+Pv7p4psWFgYHh4eNGjQIPXxahffW8FhjP1mI0kGEiPuXtqKXqfBtV7G8cXmZiZMGNKKLq1rGP31SHG6Etnm9vm7TGs/m6T4ZHRaw6maclFOfGQC677dwrFNp/jx8HRs7LMWN41Gw+HDh9mwYQN79+6lQYMG9OvXjz///NOoacSmpqZ4eHhw+vRp2rdvn6drxcTE0L59e9q2bcu3336b4bhy5cpx+PBhVq1aRZs2bRg1ahRff/11tstA5oYpU6YwZcoUgwkEL9OGe/fuTffu3dm6dSuWlpY5niM/3AuiKPLo0aNUcfX39ycgIIBy5crRoEEDmjdvzpQpU3Bzc8vUn1ylgjPOxYrw4ElkunMV62RjM1GENk2r5OWl5ApppSuRyv3rj5jQ+CtUr2X4ZIbCRE7JSsX51f97zC3Tr1D1ej2nTp1iw4YNbN26lUqVKqVW8cos2yivTJ8+HZ1Ox3fffZf14AyIi4ujffv21K1bl0WLFmXbnfL06VNGjx7N3bt3WblyZb74vo8ePcrQoUMJDAzM9M5Aq9UyfPhwbt26xb59+zLNrDOEh4cHS5cuxcPD4KItW8TFxXH+/Pk0q1iAhg0bpq5gPTw8ctSl+CV3Hzxj9FcbUCVpsh78CqZKBdMndqZFg0o5njM7SCtdiSzRaXV83n4OSQnZF1wArUbH03vhLBr9B9PWjgNSVjIBAQGpIV5Fixalb9++nDt3LttlF/NK8+bNmTVrVtYDMyAxMZGuXbtSrVo1Fi5cmCP/dYkSJdi5cyebN29OTUGePXt2rlaahtDpdEyaNIl58+Zl6YpRKBSsWrWKqVOn0qxZs3Rpw1mR0+gFnU5HYGBgmlXsvXv3qFWrVuqdzcKFC3FxcTHKnkDFssWY90UPpn2/I9vCa6pUMG5wy3wT3KyQRFcCgLN7L6KKVyGK8Fi8y1MeEk8MzpSmmlAvdVyIeJ8H3EJNEkVxwA0PSIITW8/Qflxz9hzcjY+PDyqVir59+7Jv3z5q1DC+zywrGjVqxOXLl1GpVDlOU05KSsLLywsXFxeWLl2aq40oQRDo3bs3rVu3ZsKECbi7u/PHH39kO5lEFEViI+OIj07ARKnAxsEGM4sUV8Xq1auxtrbOdjxuRmnD2SGrjbTQ0NDUFay/v39qW5yXq9hRo0ble2nHOtVdWDq3H3N+PcCjkBdodXp0r6UHCwKYmZpgY2XGZyPb0qiO8RqU5hRJdCUA2PTjLlRxKatcU8wpRxUiCUfPf37dF2IEd7lOXZpjgTW3ucI1/PHAk+TkZPq3HEyrwU1Sb6kLuhX7q1haWlK9enX8/f3x9PTM9vPUajXe3t7Y2tqyatWqPMeoOjg4sH79evbu3cugQYPo2LEjP/30U4Y+7PjoBA6tOcrW+XuIfhaLQqlA1ItoNVpqt6xOlzFtmf7NdHbv2Z3j9/f1tOHsuAxe9emqVCouXbqUZhUbFxeX6iKYOnUq9evXz7ELwxhUKFOM1f8byL1Hz9i05yLHzgSRmKQGQGmioE710vTzqk8tt1KF+rkEyacrQUq0wuDK41G/dnt2V7xOMqrUlW6QGIAePVWE2gAkiypOso/GdMBCsMKhlB0+j5YVuP0ZMXXqVKysrJg+fXq2xmu1Wnr37o1Op2PLli0Ge6flhZiYGKZNm8a+ffv47bff6Nq1a+o5URRZ/Y0P237ei0wmIynRcJaUzEQAE1h07Hsqe+Su8/Lu3bsZOnQoPj4+tGnTJt15URQJCHzChSu3+Ol/v1DZtSKhT+5w4/IJ3NyqpvHFVqpUqdBFLCNS2uOQr8XKM0Ly6UpkSviDZ5iYmqQTXcOI6X6KJxYLrIgKi8kX+3JL8+bNWbBgQbbG6nQ6Bg4ciEqlYseOHUYXXIAiRYqwdOlSjh49yvDhw/Hx8WHhwoXY29szt98C/PddyvL/QK8RQQOTPWfw7a5p1MlFuFO3bt3Ytm0b3t7e/Pbbb3h7exMZGckJvzPs9r3C3aeg1QsIggz7Ms2J1smxLl2WtlW70aerB51b18DGKm9hfQWBIAi8id8HUhFziWxvntnjTDhPiBOj0Yk67pPSxlxPSpykTqszakeAvCCKItb25QhXl+ODEUvpNGgxPYYv5ZOvfTh2JgjtK+Fwer2eYcOGERERwbZt2/I1zAugZcuWXL16leLFi1OjRg0mdf6Ss3svpYuHzozkxGRmeM3j3tWHOZ5frVZjbm7OkCFDGDhwII6OjlSr1ZT5a64RHK5ElJkhV5gik5sgkyvQiwJqjZ7IqARWbjqF96jlBAQ+yfG8EilI7gUJbpy+zVed55IQk5jm+OvuBUjZZHvEXXRoKE0lHnCLWjTBViiGIBcYu20AtWrVonTp0oV227nvn+us2OhHfEIyiSp1OjvMzUyQy2X07lKXAR80YNzYMQQGBnLgwAGjRRhk29YtB/ilzwoEMf36RyUmcIvLxBCJDBmOlMKVmsiE/8a6NXJl4amMw+JEUeThw4fpYmIrVKhAgwYNKFeuHKvW7aJENW/0Yvb/v0xNFfz0xQfUqeGSsxf8niC5FyQypWQl52y6FqC0UJHSVAQgQYzjPjexImVTSFlEwe+//55am8Hd3Z1atWpRs2ZNatWqhZubW76uIkVR5Oc//ubAseupWUqGhP9laNFfO86xeec/RN27yuHDhwpccAHuHQ9BoTBBp0l/h3CLyygxpRld0KLhEid4QjAu/BfqdPfyfZ7cCaVUpZRMrdjY2HQxsTKZLDV19rvvvsPDwyM1Uy/8eSxHb1igSsp+uxuA5GQt037YwZr5gyjpXDT3b8B7iCS6EhQtVoQ6bWpwbv8lRBH0oh4RERAREdGJOgQERERUxGOJDcmouMlFXKiIiaDEzMqMMT8OpsOQlJCoiIgIAgICCAgI4O+//+bnn3/m7t27VKpUiZo1a6YKcc2aNXPd6vx1flt7nAPHbhhMCzVEslpLkl5B/XbjsLAoeMFNSkzG989jBgUXQEUCpamAXJAjR46D6EwCsWnGaLU65oz8CU25GPz9/bl//z61a9emQYMG9O/fn0WLFmUaE7tx9wU0Gj2hwacIf3iBxNhQipWqRSWPPqljoiPucO/KDpJV0VjZulDJozdmFrao1Vo27DrHlJHtDF5bwjCS6EoA8OFn3Qg4HkhSfBL3ucl9/mv5EsYjylEVFypxnXMkEo8CBSUoSwX+LbMoinj2aZL6HEdHR9q2bUvbtm1TjyUlJREYGMiVK1cICAhgz549BAQEYGlpmUaEa9asSaVKlXIUrhVw8wk7Dl3JtuC+RJApCLwbzp4jV/FqXytHz80rgadvI5NnvK3iQiXCeIytWAwNGp4TRgWqpRmj1+q57/+Y7t4t+eSTT3B3d8/2JmBysoa9f19Dq9OjNLOhdJXWRIffRq/7765Hk5zArbNrqVjHG7vibjwMPMRt/7+o2XIcOr3IoeOBjB3kiXku6m+8r0iiKwGAe3M3ipdz5PGtECpoqqX7435JQ9qmO2ZqYYrX2I6pwfsZYWZmRp06dahTp07qsZd5+C+FeNOmTXz55ZeEh4dTrVq1NO6JGjVqZFjAZsPO8ySrtZmu2J4/CeDRTV+SVTGYmhehTLWO2JeoTlKylvU7z9G9Xc0C9UPHRsZl2gHXFgdCuMcxdiEiUpwyFKNEunFKmSmjR4/Ose1HzwSl/mxfMiUKIj7qCWpVdOrxyKfXsLBxwqFUSgEfl6rtOLd3BolxEVhYOwICvidu0r1d/hf4eVeQRFcCSPF9/nDoa0bVnkLM8zj0Bhr+GcLUXEmNZlX4eE6frAdnMG+ZMmUoU6ZMmvq3sbGxXL16lStXrnD58mVWr15NYGAgJUqUSOeesLCy41zAA0SRDFdsyaoYgs77ULXRxxR1qkxU2C1un1tH3fZfojSzIjpWxdWbIdR0y36KbH4iiiKX8aMk5ahHS7RoCeQCd7lGJdKWK0xISMDU1BQbGxusra2xsbFJfbz++6vHTgbEZZk6mxgbjmWR/yp7yRVKzKzsSYwNw8LakaRkDVdvhkiimwMk0ZVIxc7ZliXn5zHZcwYvwqJITlRnOt7M0pT6nerw+bpxRu8uYGNjQ9OmTdOUFNRqtQQFBREQEMCVK1dYsmQJAQEBWDjUoHil1iDIM1yxqVUxKJRm2DqnVJWyK14VmVxJUsJzlGZWJCVr2H3kaoGKro29dYarUw1qkkikNBWRCXKUyCkhliWYG+lE16qoFct/Xk5cXBzx8fHExsYSHx9PQkICiYmJhIaGcu/ePRITE0lKSkp9FHFpi6V95vUHdNpkTEzTtiiXK8zQaf8Lb4uOS3z9aRKZIImuRBqKlbJnWcD/OLL2OJt+2kXM8ziSE5JTb4MVSgUymUDlehXpPbU79TvVKbBbcoVCgZubG25ubqmNCgF++n0/u44EZvpcK9tSmFs7Efn0BnbFq/IiNBCZTIFlkZTbdVGES1dusWBBEBqNxuBDrVZneC47518fo1PraaTtgEJI/2eoFEwxFy1TohVEV3RoCeVhaqRIKoKIzi4JX19fTExMUCqVmJiYYGJigp2dHU5OTqm/v3y8HHMmUE1wSOZfrHKFKTpN2jhunTYZueI/V5K5qfETSd5lJNGVSIe5pRldR7eny6h2XPe7RcCxG0RFRKMwUWBf3JamHzSgRAXnwjYzFbki600cQZDh6FKXoPMb0Ou1yGRyKtf/KM1z4xMSuX//WRqBMjU1xcrKKp2gGXrk5vyyT9eyf8XfBiMY3GnEba7wgNsICNjiiCtpb+OVZqYsO/C/1JCxnKDcdIqH2/zRZuJKsrBxIuLhf7H6Oq2apIRILGxS/v/lMoESTkVzPPf7jCS6EhkiCAI1mlWlRrOqhW1KphS1MUfg1QTl9ERHBPHg+j6qNx+FVdGSxEeFcPPMatyaDMWqaEkAalSvws/ffF0gNr/kgwmdObT6qEHRtRaK4oFnps+vWKtsrgQXoH2Lavy14xzoQNTrEEX9vw8RvU6TkgZcojoPru3jechV7Jyr8vjWYSxsiv+7iQYKhZzOrTJuFCqRHkl0Jd56qlYqjpmZSaabQgnRT7GxL4e1bWkArO1KY23nQkzEHayKlsRUmVKJqqAp5VqCTiPacmDF3yRnUOQmI8wsTZnw+4hcz13SuShVKjpz9WYIj2/9zeNbh1PPPXt8idJV2uLi1o4qDT/i3pWd3Dnvg5WdC5Xr908dV87FgTKljNfq/n1AEl2Jt54GtcphZpoiuhmt2KxsS/Mk6Cjx0SEpK93oEGIj7+NcvhGQEi2QH72yssPonwcRFRaF/77s118wtTBl1s5plHcvk6e5P+rRgG/u7cbFrR0uboaTHIo6ulKn3dR0x81MTfioR/08zf8+IomuxFuPTCbQu2tdVm8+w50rvhmu2FyqtuO2/zrUyfGYKC0pVbkVtk6VEQSBJh4VKGpjUUj2y/jKZxJrvtmIz7ztIAiIWsPOEnMrM6xsLZm5fQqudXNX2vFVGtYpR/sWbhw6HpijxBJTpYKWjVxpXkjdF95mpII3Eu8EsXEq+o1fRUxcSveLnGBmqmD5DwMo7+KQP8Zlk6dPn1KrWm1+nPQLB5cfIzYyDoWJAv0rRcw/nNKd2q2qGzViRKfTM+/3Q/xzOoik5KxrcJiZKmharyJfj++EIpOMuveZzAreSKIr8c5w79EzRn3pgypJnW3hNVUqmP1ZVxobYdWYV8aPH4+JiQnz589P167H2t7aYONPYyGKInv/vsbqzWeIS0giKVmT7j00NzPB0sKUgR80oEeHWm9s8fI3AUl0Jd4bHjyJZPyMTaiSNJlurJmaKpAJAt9P88Ijj35RY/DkyRNq1qxJYGBgvnZJzgpRFLl8/TGb9l7kwZNIVElqzExNKFPSjl5dPPBwN05DyXcdSXQl3iuSkzX8cyaI9Tv8CXsWiyAI6PViatuW2JgXDO/fkl5dG74xHRDGjBmDpaUlP/74Y2GbImEEpHq6Eu8VpqYmdPSsRkfPaty5H8H9x89JSFRjZmZCCcci/DB7KskvHLGx8ixsUwF4/PgxGzdu5NatW4VtikQBIImuxDtNpXKOVCrnmObYRx8NYM6cOYwZM6aQrErL3LlzGTFihNHqCku82UhbjxLvHW3btuXu3bsEBwcXtik8fPiQzZs389lnnxW2KRIFhCS6Eu8dJiYm9O7dmw0bNhS2KXz33XeMGjUKe3spq+t9QRJdifeS/v3789dff2VaRDy/uX//Ptu3b2fy5MmFZoNEwSOJrsR7SYMGDdDpdFy8eLHQbJgzZw6ffPIJdnZ2hWaDRMEjbaRJvJcIgkD//v1Zv349Hh4GI3vyleDgYHbt2sWdO3cKfG6JwkVa6Uq8t/Tv35+NGzei1easmaUxmD17NuPGjcPW1rbA55YoXKSVrsR7i6urK6VLl+aff/6hXbuCayN+584d9u3bx927dwtsTok3B2mlK/FeM2DAAP76668CnXP27NlMmDCBIkWKZD1Y4p1DSgOWeK8JDw+nSpUqPHnyBEtLy3yf7/bt2zRr1oy7d+9iY2OT7/NJFA6ZpQFLK12J9xonJycaNGjA7t27C2S+b7/9lokTJ0qC+x4jia7Ee8+AAQNYv359vs8TGBjIkSNHGDduXL7PJfHmIomuxHuPl5cXfn5+PHv2LF/n+fbbb/n000+xtrbO13kk3mwk0ZV477GysqJz585s3rw53+a4fv06x44de2OK7EgUHpLoSkjwX1pwfjFr1iw+++wzrKys8m0OibcDSXQlJEipPHbv3r18qTx29epV/Pz8GD16tNGvLfH2IYmuhAQplcd69eqVL5XHZs2axdSpUwskJE3izUcSXQmJf3mZKGHMymNXrlzhzJkzjBo1ymjXlHi7kURXQuJf6tevb/TKYzNnzmTatGmYm5sb7ZoSbzeS6EpI/IsgCEZNC7548SIXLlxgxIgRRrmexLuBJLoSEq9gzMpjM2fO5PPPP5dWuRJpkERXQuIVKlWqhIuLC3///XeernP+/HmuXLnCsGHDjGSZxLuCJLoSEq9hjLTgGTNm8OWXX2JmZmYkqyTeFSTRlZB4jd69e7N7924SEhJy9fyzZ89y48YNhgwZYmTLJN4FJNGVkHgNJycnGjVqlOvKYzNmzOCrr77C1NTUyJZJvAtIoishYYDcpgWfPn2aoKAgPv74Y+MbJfFOIImuhIQBvLy8OHXqVI4rj82YMYOvv/4apVKZT5ZJvO1IoishYYCXlcc2bdqU7eecPHmSe/fuMXDgwHy0TOJtRxJdCYkMyGkUw8tVromJST5aJfG2I4muhEQG5KTy2LFjx3j06BEfffRRAVgm8TYjia6ERAYoFAp69+6d5WpXFEVmzJjB9OnTUSgUBWSdxNuKJLoSEpnQv39/1q9fn2nlsaNHjxIaGkq/fv0K0DKJtxXpa1lCIhPq16+PXq/n/PnzlHEvS7w2HhERK4UVjqbFEBCYPn06M2bMkFa5EtlC+pRISGRCkj6JLl904/eE5SiumyAX5ADoRB3mcnPKx5YlOimGPn36FLKlEm8LkuhKSGTAsYgTrH/kg1hdRI+IWq9Oc16tV3NRdpl6ixtyMNyXTsU7IAhCIVkr8bYgia6EhAF2huxmX+iBdEL7OjJTGXr07Hy6m0j1Cz4q008SXolMkTbSJCRew+/ZqWwJ7quo9WpOPvfjQNihfLRM4l1AWulKSLyCVq/lr0cbDAruyRnHCTv/FK1Ki5m9OdU/qkGl7pVTz6v1arY/2UlLxxaYy6XC5RKGkURXQuIVLkRdRJ9BeFiNQe40/qopcqWcmAfRHBp9ADtXe+yrOqSOkQkCfs9O09a5dUGZLPGWIbkXJCReYV/oAZL1yQbPFS1vi1yZEr2AICAIEBcSm2ZMsl7N/rCDRu0oLPFuIa10JST+Ra3X8DjxSaZjzv54muC9d9Al67CrbE/JxqXTjYnTxBGlicZOaZtfpkq8xUiiKyHxL4naBBSCAo2oyXBMw6mNqT+5Ic+uRRB+Key/le8ryAU5CdoESXQlDCK5FyQk/kUmZO/PQSaX4VTLmcSIBG5vu5mna0m8f0ifDAmJf7GQW6ATddker9eJxD2JS3dcK2qxVlgZ0zSJdwhJdCUk/kUhU1DFprLBc6oXKu773kOTqEGv0xNy9gkPfO9RvF6JdGOLmzljY2KT3+ZKvKVIPl0JiVfoVLwDwfH30kUwCAIEbb/F2XmnQS9iWdwKj0kNKN3cJc04M5kpnUt0KkiTJd4yJNGVkHiFajZumMvN0omuma057ZdmR0wFPGzr5I9xEu8EkntBQuIVZIKMURVGYCLkvOWOUlAyssIwTGRSux6JjJFEV0LiNaraVGFE+aEocyCeSsGEfmV6U8e2dj5aJvEuILkXJCQMUN++HjYmNiy7t4IEbUKGWWpmMlNM5aYMKfsxtWxrFrCVEm8jkuhKSGRAFZvK/FzzR27HBbE/9CDXYq6/claksnVlOhfvSLUiblJcrkS2kURXQiITBEGgik1lqthURhRTCpmLiJjKTKW6uRK5QsisMIcgCM+AhwVnjoSEhMQ7QRlRFIsZOpGp6EpISEhIGBfJESUhISFRgEiiKyEhIVGASKIrISEhUYBIoishISFRgEiiKyEhIVGA/B8T4h5hI/jhOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def clear0(alist, clrs_list):\n",
    "    \"\"\"\n",
    "    转换成两两点对， 我们删去没有邻接点的节点\n",
    "    第一个循环得到一个全部节点非空的列表， 以及那些空列表的index,现在去掉那些index对应的点的颜色\n",
    "    \"\"\"\n",
    "    result = []\n",
    "    toberm = []\n",
    "\n",
    "    for index, linked in enumerate(alist):\n",
    "        if len(linked) != 0:\n",
    "            for linked_index in linked:\n",
    "                result.append((index, linked_index))\n",
    "        \n",
    "    \n",
    "    newcolors = [clr for idx,clr in enumerate(clrs_list) if idx not in toberm]\n",
    "    return result, newcolors\n",
    "\n",
    "colors = ('green', 'red', 'gray', 'm', 'blue')\n",
    "tmp = [[12], [9, 18, 14, 12], [18, 13, 10, 7], [8, 18], [6, 13, 11, 15], [13, 12, 11], [4, 17, 12, 8], [16, 2, 8], [3, 7, 6, 10], [1, 12, 6], [2, 8, 18, 11], [8, 5, 4, 10], [0, 5, 6, 9], [2, 4, 5, 16], [1, 13, 16, 11], [12, 2, 4], [7, 13, 14, 17], [6, 16, 1, 2], [1, 2, 3, 10], [18, 6, 2]]\n",
    "all_colors = [4, 2, 4, 2, 1, 2, 2, 2, 1, 1, 3, 0, 3, 3, 1, 0, 4, 1, 1, 0]\n",
    "\n",
    "gets, color_codes = gett(tmp, all_colors)\n",
    "print(gets, color_codes, len(gets), len(color_codes), end='\\n\\n')\n",
    "\n",
    "gets, color_codes = clear0(tmp, all_colors)\n",
    "print(gets, color_codes, len(gets), len(color_codes), end='\\n')\n",
    "\n",
    "G = nx.Graph()\n",
    "G.add_edges_from(gets)\n",
    "color_list = [colors[clr_code] for clr_code in color_codes]\n",
    "\n",
    "for idx, clr in enumerate(all_colors):\n",
    "    print(idx,\"=>\", colors[clr], end=\"; \")\n",
    "print(\"=\"*20, end='\\n')\n",
    "\n",
    "for idx, clr in enumerate(color_list):\n",
    "    print(idx, \"=>\", clr, end=\"; \") \n",
    "nx.draw_networkx(G, node_color=color_codes)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "eb86ed10",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T13:32:06.490227Z",
     "start_time": "2021-06-27T13:32:06.127761Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{3: {}, 2: {}}\n",
      "{4: {}, 3: {}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "origin = [(0, 3), (0, 2), (1, 3), (1, 4), (2, 0), (3, 0), (3, 1), (3, 4), (4, 3), (4, 1), (4, 5), (5, 4)]\n",
    "rm_repeat = [(0, 3), (0, 2), (1, 3), (1, 4), (3, 1), (3, 4), (4, 1), (4, 5)]\n",
    "rm_repeat = [(i+1, j+1) for i,j in rm_repeat]\n",
    "all_colors = [2, 1, 4, 4, 2, 3]\n",
    "mapping = {1:'g', 0:'b', 3:'b', 5:'b', 2:'r', 4:'c'}\n",
    "sorted_clrs = list(mapping.values())\n",
    "G1 = nx.Graph()\n",
    "G1.add_edges_from(origin)\n",
    "G2 = nx.Graph()\n",
    "G2.add_edges_from(rm_repeat)\n",
    "print(G1[0])\n",
    "print(G2[1])\n",
    "G1.node_color = 'c'\n",
    "plt.subplot(1,3,1)\n",
    "nx.draw_networkx(G1, node_color=sorted_clrs)\n",
    "plt.subplot(1,3,2)\n",
    "nx.draw_networkx(G2, node_color=['r', 'g', 'b', 'b', 'r', 'c'])\n",
    "plt.subplot(1,3,3)\n",
    "nx.draw_networkx(G2, node_color=all_colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "e534d1f9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T13:23:23.063884Z",
     "start_time": "2021-06-27T13:23:22.310283Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{41: 0, 96: 1, 69: 1, 40: 1, 110: 1, 175: 1, 143: 1, 48: 1, 115: 1, 180: 1, 92: 1, 127: 1, 128: 2, 129: 2, 10: 2, 11: 2, 13: 2, 15: 2, 146: 2, 147: 2, 149: 2, 166: 2, 44: 2, 45: 2, 51: 2, 63: 2, 66: 2, 75: 2, 76: 2, 99: 2, 111: 2, 114: 2, 124: 2, 3: 3, 9: 3, 145: 3, 19: 3, 150: 3, 151: 3, 26: 3, 156: 3, 29: 3, 30: 3, 34: 3, 36: 3, 165: 3, 168: 3, 177: 3, 55: 3, 185: 3, 59: 3, 192: 3, 195: 3, 196: 3, 89: 3, 90: 3, 98: 3, 104: 3, 105: 3, 2: 4, 5: 4, 18: 4, 21: 4, 27: 4, 28: 4, 33: 4, 35: 4, 43: 4, 46: 4, 50: 4, 52: 4, 53: 4, 62: 4, 67: 4, 73: 4, 77: 4, 80: 4, 82: 4, 83: 4, 88: 4, 103: 4, 113: 4, 117: 4, 118: 4, 123: 4, 130: 4, 135: 4, 148: 4, 153: 4, 155: 4, 167: 4, 178: 4, 182: 4, 190: 4, 197: 4, 0: 5, 7: 5, 8: 5, 12: 5, 16: 5, 17: 5, 23: 5, 24: 5, 31: 5, 47: 5, 49: 5, 58: 5, 60: 5, 61: 5, 70: 5, 71: 5, 72: 5, 74: 5, 85: 5, 86: 5, 91: 5, 93: 5, 94: 5, 95: 5, 101: 5, 102: 5, 107: 5, 120: 5, 121: 5, 122: 5, 126: 5, 136: 5, 139: 5, 144: 5, 152: 5, 157: 5, 159: 5, 163: 5, 169: 5, 170: 5, 174: 5, 186: 5, 188: 5, 191: 5, 193: 5, 198: 5, 199: 5, 1: 6, 14: 6, 20: 6, 22: 6, 38: 6, 42: 6, 57: 6, 64: 6, 84: 6, 87: 6, 100: 6, 116: 6, 131: 6, 132: 6, 133: 6, 134: 6, 137: 6, 138: 6, 141: 6, 161: 6, 164: 6, 171: 6, 172: 6, 179: 6, 183: 6, 184: 6, 187: 6, 189: 6, 4: 7, 6: 7, 32: 7, 37: 7, 39: 7, 54: 7, 56: 7, 65: 7, 68: 7, 79: 7, 81: 7, 106: 7, 119: 7, 125: 7, 142: 7, 154: 7, 160: 7, 173: 7, 176: 7, 181: 7, 194: 7, 140: 8, 25: 8, 158: 8, 162: 8, 78: 8, 108: 8, 109: 8, 112: 8, 97: 9}\n",
      "dict_values([0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 8, 8, 8, 8, 8, 8, 8, 8, 9])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.random_geometric_graph(200, 0.125)\n",
    "# position is stored as node attribute data for random_geometric_graph\n",
    "pos = nx.get_node_attributes(G, \"pos\")\n",
    "\n",
    "# find node near center (0.5,0.5)\n",
    "dmin = 1\n",
    "ncenter = 0\n",
    "for n in pos:\n",
    "    x, y = pos[n]\n",
    "    d = (x - 0.5) ** 2 + (y - 0.5) ** 2\n",
    "    if d < dmin:\n",
    "        ncenter = n\n",
    "        dmin = d\n",
    "\n",
    "# color by path length from node near center\n",
    "\n",
    "p = dict(nx.single_source_shortest_path_length(G, ncenter))\n",
    "colors = p.values()\n",
    "print(p)\n",
    "print(f\"{colors}\")\n",
    "plt.figure(figsize=(8, 8))\n",
    "nx.draw_networkx_edges(G, pos, nodelist=[ncenter], alpha=0.4)\n",
    "nx.draw_networkx(\n",
    "    G,\n",
    "    pos,\n",
    "    nodelist=list(p.keys()),\n",
    "    node_size=80,\n",
    "    node_color=list(p.values()),\n",
    "    cmap=plt.cm.Reds_r,\n",
    ")\n",
    "\n",
    "plt.xlim(-0.05, 1.05)\n",
    "plt.ylim(-0.05, 1.05)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "c43f5fa6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-27T15:14:11.646658Z",
     "start_time": "2021-06-27T15:14:11.473434Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.Graph()\n",
    "#G.add_edges_from([(0, 5), (0, 2), (1, 2), (1, 3), (2, 3), (2, 5), (3, 4), (3, 5), (4, 5), (5, 3)])\n",
    "G.add_nodes_from((0, 1, 2, 3, 4, 5))\n",
    "G.node_dict_factory({0:1, 1:2})\n",
    "colors = ['r','g', 'm', 'c', 'b', 'r']\n",
    "nx.draw_networkx(G, node_color=colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94b11fe5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "position": {
    "height": "144.4px",
    "left": "289.2px",
    "right": "20px",
    "top": "37px",
    "width": "350px"
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
